{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 探索性分析\n",
    "\n",
    "数据是3W大众点评八大热门糖水店的评论，包含字段：顾客id、评论时间、评分、评论内容、口味、环境、服务、店铺ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#引入库\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import pymysql\n",
    "import seaborn as sns\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据库读入数据\n",
    "\n",
    "我们使用pymysql库连接mysql数据库，pd.read_sql函数直接通过连接读取数据库数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#连接数据库，读入数据\n",
    "db = pymysql.connect(\"localhost\",'root','','TESTDB') #服务器：localhost，用户名：root，密码：(空)，数据库：TESTDB\n",
    "sql = \"select * from dzdp;\"\n",
    "data = pd.read_sql(sql,db)\n",
    "db.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据概要\n",
    "\n",
    "查看数据大小以及基础信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32483, 8)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32483 entries, 0 to 32482\n",
      "Data columns (total 8 columns):\n",
      "cus_id          32483 non-null object\n",
      "comment_time    32483 non-null object\n",
      "comment_star    32483 non-null object\n",
      "cus_comment     32483 non-null object\n",
      "kouwei          32483 non-null object\n",
      "huanjing        32483 non-null object\n",
      "fuwu            32483 non-null object\n",
      "shopID          32483 non-null object\n",
      "dtypes: object(8)\n",
      "memory usage: 2.0+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cus_id</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>comment_star</th>\n",
       "      <th>cus_comment</th>\n",
       "      <th>kouwei</th>\n",
       "      <th>huanjing</th>\n",
       "      <th>fuwu</th>\n",
       "      <th>shopID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>迷糊泰迪</td>\n",
       "      <td>2018-09-20 06:48</td>\n",
       "      <td>sml-str40</td>\n",
       "      <td>南信 算是 广州 著名 甜品店吧 ，好几个 时间段 路过 ，都是 座无虚席。  看着 餐单 ...</td>\n",
       "      <td>非常好</td>\n",
       "      <td>好</td>\n",
       "      <td>好</td>\n",
       "      <td>518986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>稱霸幼稚園</td>\n",
       "      <td>2018-09-22 21:49</td>\n",
       "      <td>sml-str40</td>\n",
       "      <td>中午吃完了所谓的早茶 回去放下行李 休息了会  就来吃下午茶了[服务]两层楼 楼下只能收现金...</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>518986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>爱吃的美美侠</td>\n",
       "      <td>2018-09-22 22:16</td>\n",
       "      <td>sml-str40</td>\n",
       "      <td>【VIP冲刺王者战队】【吃遍蓉城战队】【VIP有特权】五月份和好朋友毕业旅行来了广州。我们都...</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>518986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>姜姜会吃胖</td>\n",
       "      <td>2018-09-19 06:36</td>\n",
       "      <td>sml-str40</td>\n",
       "      <td>都说来广州吃糖水就要来南信招牌姜撞奶，红豆双皮奶牛三星，云吞面一楼现金，二楼微信支付宝位置不...</td>\n",
       "      <td>非常好</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>518986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>forevercage</td>\n",
       "      <td>2018-08-24 17:58</td>\n",
       "      <td>sml-str50</td>\n",
       "      <td>一直很期待也最爱吃甜品，广州的甜品很丰富很多样，来之前就一直想着一定要过来吃到腻，今天总算实...</td>\n",
       "      <td>非常好</td>\n",
       "      <td>很好</td>\n",
       "      <td>很好</td>\n",
       "      <td>518986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        cus_id      comment_time comment_star  \\\n",
       "0         迷糊泰迪  2018-09-20 06:48    sml-str40   \n",
       "1        稱霸幼稚園  2018-09-22 21:49    sml-str40   \n",
       "2       爱吃的美美侠  2018-09-22 22:16    sml-str40   \n",
       "3        姜姜会吃胖  2018-09-19 06:36    sml-str40   \n",
       "4  forevercage  2018-08-24 17:58    sml-str50   \n",
       "\n",
       "                                         cus_comment kouwei huanjing fuwu  \\\n",
       "0  南信 算是 广州 著名 甜品店吧 ，好几个 时间段 路过 ，都是 座无虚席。  看着 餐单 ...    非常好        好    好   \n",
       "1  中午吃完了所谓的早茶 回去放下行李 休息了会  就来吃下午茶了[服务]两层楼 楼下只能收现金...     很好       很好   很好   \n",
       "2  【VIP冲刺王者战队】【吃遍蓉城战队】【VIP有特权】五月份和好朋友毕业旅行来了广州。我们都...     很好       很好   很好   \n",
       "3  都说来广州吃糖水就要来南信招牌姜撞奶，红豆双皮奶牛三星，云吞面一楼现金，二楼微信支付宝位置不...    非常好       很好   很好   \n",
       "4  一直很期待也最爱吃甜品，广州的甜品很丰富很多样，来之前就一直想着一定要过来吃到腻，今天总算实...    非常好       很好   很好   \n",
       "\n",
       "   shopID  \n",
       "0  518986  \n",
       "1  518986  \n",
       "2  518986  \n",
       "3  518986  \n",
       "4  518986  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看标签列'comment_star'的情况，并进行处理标签数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sml-str40    10849\n",
       "sml-str50     9067\n",
       "NAN           5636\n",
       "sml-str30     5152\n",
       "sml-str20      982\n",
       "sml-str10      796\n",
       "sml-str1         1\n",
       "Name: comment_star, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看情况\n",
    "data['comment_star'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x107eeb1ea58>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数据清洗\n",
    "data.loc[data['comment_star'] == 'sml-str1','comment_star'] = 'sml-str10'\n",
    "data['stars'] = data['comment_star'].str.findall(r'\\d+').str.get(0)\n",
    "data['stars'] = data['stars'].astype(float)/10\n",
    "sns.countplot(data=data,x='stars')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出好评和差评的分布并不平衡，好评占比大大高于差评，其中4分评价最高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x107e7bd5048>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=data,x='shopID',y='stars')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出各家店铺的评价分布不尽相同，但都有一个特点，评分都集中在好评和中评上\n",
    "\n",
    "## 数据预处理\n",
    "### 时间特征提取\n",
    "\n",
    "我们可以从时间中提取到年、月、日、星期、小时等常见特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.comment_time = pd.to_datetime(data.comment_time.str.findall(r'\\d{4}-\\d{2}-\\d{2} .+').str.get(0))\n",
    "data['year'] = data.comment_time.dt.year\n",
    "data['month'] = data.comment_time.dt.month\n",
    "data['weekday'] = data.comment_time.dt.weekday\n",
    "data['hour'] = data.comment_time.dt.hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#各星期的小时评论数分布图\n",
    "fig1, ax1=plt.subplots(figsize=(14,4))\n",
    "df=data.groupby(['hour', 'weekday']).count()['cus_id'].unstack()\n",
    "df.plot(ax=ax1, style='-.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "周一到周日的小时评论分布较为类似，评论的高峰出现在，中午11点、下午4点以及晚上10点，周六晚活跃的用户更多，可能是第二天可以睡懒觉的缘故，哈"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 600)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#评论的长短可以看出评论者的认真程度\n",
    "data['comment_len'] = data['cus_comment'].str.len()\n",
    "fig2, ax2=plt.subplots()\n",
    "sns.boxplot(x='stars',y='comment_len',data=data, ax=ax2)\n",
    "ax2.set_ylim(0,600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出1分、5分的的评论长度更短，看来短一点的评论才更有力度\n",
    "\n",
    "### 文本数据预处理\n",
    "\n",
    "1.**去除非文本数据：**可以看出，爬虫获取的数据非常多类似“\\xa0”的非文本数据，而且都还有一些无意义的干扰数据，如结尾的“收起评论”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'甜品一直是我的心头肉，既然来了广州，不吃甜品是不会罢休的\\xa0，可惜还有好几家没有办法前往。南信牛奶甜品专家，是非常火的甜品店，一万多条的评论就能看出之火爆，\\xa0到店是中午12\\xa0点左右，基本是爆满，还好三楼的时候刚好有一桌起来了，不然还真要站着等一会。先点单付钱入座等待红豆双皮奶\\xa015\\xa0元/\\xa0份，等待时长大概\\xa015分钟\\xa0，食客实在太多了\\xa0，可选择冰热，夏天当然要吃冰的\\xa0！！吃的有点小恶心，又或者是自己吃不惯\\xa0…\\xa0挺奇怪的杨枝甘露\\xa020元\\xa0/\\xa0份，这家的杨枝甘露很稀，感觉没啥味道，料很少。。游客店\\xa0…\\xa0随随便便了人均大概\\xa020-30\\n                            \\n\\n\\t\\t                            收起评论'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['cus_comment'][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#除去非文本数据和无意义文本\n",
    "data['cus_comment'] = data['cus_comment'].str.replace(r'[^\\u4e00-\\u9fa5]','').str.replace('收起评论','')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.**中文分词：**中文文本数据处理，怎么能离开中文分词呢，我们使用jieba库，简单又好用。这里我们把文本字符串处理为以空格区隔的分词字符串"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    南信   算是   广州   著名   甜品店   吧   好几个   时间段   路过  ...\n",
       "1    中午   吃   完   了   所谓   的   早茶   回去   放下   行李   ...\n",
       "2    冲刺   王者   战队   吃遍   蓉城   战队   有   特权   五月份   和...\n",
       "3    都   说来   广州   吃   糖水   就要   来南信   招牌   姜撞奶   红...\n",
       "4    一直   很   期待   也   最   爱   吃   甜品   广州   的   甜品...\n",
       "Name: cus_comment, dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#中文分词\n",
    "import jieba\n",
    "data['cus_comment'] = data['cus_comment'].apply(lambda x:' '.join(jieba.cut(x)))\n",
    "data['cus_comment'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.**去除停用词：**文本中有很多无效的词，比如“着”，“和”，还有一些标点符号，这些我们不想在文本分析的时候引入，因此需要去掉，因为wordcloud和TF-IDF都支持停用词，因此就不额外处理了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 词云展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS #导入模块worldcloud\n",
    "from PIL import Image #导入模块PIL(Python Imaging Library)图像处理库\n",
    "import numpy as np #导入模块numpy，多维数组\n",
    "import matplotlib.pyplot as plt #导入模块matplotlib，作图\n",
    "import matplotlib\n",
    "matplotlib.rcParams['font.sans-serif'] = ['KaiTi']#作图的中文\n",
    "matplotlib.rcParams['font.serif'] = ['KaiTi']#作图的中文\n",
    "\n",
    "infile = open(\"stopwords.txt\",encoding='utf-8')\n",
    "stopwords_lst = infile.readlines()\n",
    "STOPWORDS = [x.strip() for x in stopwords_lst]\n",
    "stopwords = set(STOPWORDS) #设置停用词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ciyun(shop_ID='all'):\n",
    "    \n",
    "    texts = data['cus_comment']\n",
    "    \n",
    "    if shop_ID == 'all':\n",
    "        text = ' '.join(texts)\n",
    "    else:\n",
    "        text = ' '.join(texts[data['shopID']==shop_ID])\n",
    "    \n",
    "    wc = WordCloud(font_path=\"msyh.ttc\",background_color = 'white',max_words = 100,stopwords = stopwords,\n",
    "                   max_font_size = 80,random_state =42,margin=3) #配置词云参数\n",
    "    wc.generate(text) #生成词云\n",
    "    plt.imshow(wc,interpolation=\"bilinear\")#作图\n",
    "    plt.axis(\"off\") #不显示坐标轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['518986', '520004', '1893229', '520356', '3456244', '3179845',\n",
       "       '2447053', '521698'], dtype=object)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['shopID'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ciyun('520004')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导出数据\n",
    "data.to_csv('data.csv',index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
